{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"knn.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"language_info":{"name":"python"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"lS4VDHJkFYED","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618292235837,"user_tz":-480,"elapsed":13632,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"79072755-8d5f-4f86-d88c-e7a6165a0197"},"source":["# This mounts your Google Drive to the Colab VM.\n","from google.colab import drive\n","drive.mount('/content/drive', force_remount=True)\n","\n","# Enter the foldername in your Drive where you have saved the unzipped\n","# assignment folder, e.g. 'cs231n/assignments/assignment1/'\n","FOLDERNAME = 'cs231n/assignments/assignment1/'\n","assert FOLDERNAME is not None, \"[!] Enter the foldername.\"\n","\n","# Now that we've mounted your Drive, this ensures that\n","# the Python interpreter of the Colab VM can load\n","# python files from within it.\n","import sys\n","sys.path.append('/content/drive/My Drive/{}'.format(FOLDERNAME))\n","\n","# This downloads the CIFAR-10 dataset to your Drive\n","# if it doesn't already exist.\n","%cd drive/My\\ Drive/$FOLDERNAME/cs231n/datasets/\n","!bash get_datasets.sh\n","%cd /content/drive/My\\ Drive/$FOLDERNAME"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n","/content/drive/My Drive/cs231n/assignments/assignment1/cs231n/datasets\n","--2021-04-13 05:37:05--  http://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n","Resolving www.cs.toronto.edu (www.cs.toronto.edu)... 128.100.3.30\n","Connecting to www.cs.toronto.edu (www.cs.toronto.edu)|128.100.3.30|:80... connected.\n","HTTP request sent, awaiting response... 200 OK\n","Length: 170498071 (163M) [application/x-gzip]\n","Saving to: ‘cifar-10-python.tar.gz’\n","\n","cifar-10-python.tar 100%[===================>] 162.60M  29.8MB/s    in 6.3s    \n","\n","2021-04-13 05:37:12 (26.0 MB/s) - ‘cifar-10-python.tar.gz’ saved [170498071/170498071]\n","\n","cifar-10-batches-py/\n","cifar-10-batches-py/data_batch_4\n","cifar-10-batches-py/readme.html\n","cifar-10-batches-py/test_batch\n","cifar-10-batches-py/data_batch_3\n","cifar-10-batches-py/batches.meta\n","cifar-10-batches-py/data_batch_2\n","cifar-10-batches-py/data_batch_5\n","cifar-10-batches-py/data_batch_1\n","/content/drive/My Drive/cs231n/assignments/assignment1\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"tags":["pdf-title"],"id":"MPi1HYkiFYES"},"source":["# k-Nearest Neighbor (kNN) exercise\n","\n","*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n","\n","The kNN classifier consists of two stages:\n","\n","- During training, the classifier takes the training data and simply remembers it\n","- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n","- The value of k is cross-validated\n","\n","In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."]},{"cell_type":"code","metadata":{"tags":["pdf-ignore"],"id":"xi6nM95dFYET"},"source":["# Run some setup code for this notebook.\n","\n","import random\n","import numpy as np\n","from cs231n.data_utils import load_CIFAR10\n","import matplotlib.pyplot as plt\n","\n","# This is a bit of magic to make matplotlib figures appear inline in the notebook\n","# rather than in a new window.\n","%matplotlib inline\n","plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n","plt.rcParams['image.interpolation'] = 'nearest'\n","plt.rcParams['image.cmap'] = 'gray'\n","\n","# Some more magic so that the notebook will reload external python modules;\n","# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n","%load_ext autoreload\n","%autoreload 2"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"tags":["pdf-ignore"],"colab":{"base_uri":"https://localhost:8080/"},"id":"G9qVehVMFYET","executionInfo":{"status":"ok","timestamp":1618292333687,"user_tz":-480,"elapsed":1560,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"7082a5ae-a0d1-4c5f-95ed-2d97b4dae838"},"source":["# Load the raw CIFAR-10 data.\n","cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n","\n","# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n","try:\n","   del X_train, y_train\n","   del X_test, y_test\n","   print('Clear previously loaded data.')\n","except:\n","   pass\n","\n","X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n","\n","# As a sanity check, we print out the size of the training and test data.\n","print('Training data shape: ', X_train.shape)\n","print('Training labels shape: ', y_train.shape)\n","print('Test data shape: ', X_test.shape)\n","print('Test labels shape: ', y_test.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Clear previously loaded data.\n","Training data shape:  (50000, 32, 32, 3)\n","Training labels shape:  (50000,)\n","Test data shape:  (10000, 32, 32, 3)\n","Test labels shape:  (10000,)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"tags":["pdf-ignore"],"id":"A9WLR06PFYEU","colab":{"base_uri":"https://localhost:8080/","height":476},"executionInfo":{"status":"ok","timestamp":1618292340519,"user_tz":-480,"elapsed":3779,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"e8300c53-a378-43b9-f5c3-f54f0ddf6169"},"source":["# Visualize some examples from the dataset.\n","# We show a few examples of training images from each class.\n","classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","num_classes = len(classes)\n","samples_per_class = 7\n","for y, cls in enumerate(classes):\n","    idxs = np.flatnonzero(y_train == y)\n","    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n","    for i, idx in enumerate(idxs):\n","        plt_idx = i * num_classes + y + 1\n","        plt.subplot(samples_per_class, num_classes, plt_idx)\n","        plt.imshow(X_train[idx].astype('uint8'))\n","        plt.axis('off')\n","        if i == 0:\n","            plt.title(cls)\n","plt.show()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 70 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"tags":["pdf-ignore"],"id":"vSVCzhazFYEU","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618292382367,"user_tz":-480,"elapsed":970,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"6f53c943-a337-4509-954a-ad541972d7ff"},"source":["# Subsample the data for more efficient code execution in this exercise\n","num_training = 5000\n","mask = list(range(num_training))\n","X_train = X_train[mask]\n","y_train = y_train[mask]\n","\n","num_test = 500\n","mask = list(range(num_test))\n","X_test = X_test[mask]\n","y_test = y_test[mask]\n","\n","# Reshape the image data into rows\n","X_train = np.reshape(X_train, (X_train.shape[0], -1))\n","X_test = np.reshape(X_test, (X_test.shape[0], -1))\n","print(X_train.shape, X_test.shape)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["(5000, 3072) (500, 3072)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"tags":["pdf-ignore"],"id":"nSXvjCfuFYEV"},"source":["from cs231n.classifiers import KNearestNeighbor\n","\n","# Create a kNN classifier instance. \n","# Remember that training a kNN classifier is a noop: \n","# the Classifier simply remembers the data and does no further processing \n","classifier = KNearestNeighbor()\n","classifier.train(X_train, y_train)"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"jK9RXmNfFYEV"},"source":["We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n","\n","1. First we must compute the distances between all test examples and all train examples. \n","2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n","\n","Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n","\n","**Note: For the three distance computations that we require you to implement in this notebook, you may not use the np.linalg.norm() function that numpy provides.**\n","\n","First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time."]},{"cell_type":"code","metadata":{"id":"CWhDJeJwFYEW","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618298036005,"user_tz":-480,"elapsed":48979,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"59c8ad3c-82db-41af-a9fe-68fdd1a523a9"},"source":["# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n","# compute_distances_two_loops.\n","\n","# Test your implementation:\n","dists = classifier.compute_distances_two_loops(X_test)\n","print(dists.shape)"],"execution_count":15,"outputs":[{"output_type":"stream","text":["(500, 5000)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Q_JhVTjSFYEW","colab":{"base_uri":"https://localhost:8080/","height":108},"executionInfo":{"status":"ok","timestamp":1618298069722,"user_tz":-480,"elapsed":1356,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"4668e4ea-2f6c-40d8-a7f7-8ba1ea28a023"},"source":["# We can visualize the distance matrix: each row is a single test example and\n","# its distances to training examples\n","plt.imshow(dists, interpolation='none')\n","plt.show()"],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"tags":["pdf-inline"],"id":"6fCthzI7FYEW"},"source":["**Inline Question 1** \n","\n","Notice the structured patterns in the distance matrix, where some rows or columns are visible brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n","\n","- What in the data is the cause behind the distinctly bright rows?\n","- What causes the columns?\n","\n","$\\color{blue}{\\textit Your Answer:}$ *fill this in.*\n","\n"]},{"cell_type":"code","metadata":{"id":"zZYT_EwTFYEX","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618299967947,"user_tz":-480,"elapsed":943,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"5790b729-65e8-48ef-ff3c-60e5212fbbe4"},"source":["# Now implement the function predict_labels and run the code below:\n","# We use k = 1 (which is Nearest Neighbor).\n","y_test_pred = classifier.predict_labels(dists, k=1)\n","\n","# Compute and print the fraction of correctly predicted examples\n","num_correct = np.sum(y_test_pred == y_test)\n","accuracy = float(num_correct) / num_test\n","print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"],"execution_count":18,"outputs":[{"output_type":"stream","text":["Got 137 / 500 correct => accuracy: 0.274000\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"0JBePZMHFYEX"},"source":["You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:"]},{"cell_type":"code","metadata":{"id":"qh52YRFcFYEY","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618299974243,"user_tz":-480,"elapsed":957,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"7bbb7e80-19d4-4e6e-d2a9-87635e93e26b"},"source":["y_test_pred = classifier.predict_labels(dists, k=5)\n","num_correct = np.sum(y_test_pred == y_test)\n","accuracy = float(num_correct) / num_test\n","print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"],"execution_count":19,"outputs":[{"output_type":"stream","text":["Got 139 / 500 correct => accuracy: 0.278000\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"4d-NxC39FYEY"},"source":["You should expect to see a slightly better performance than with `k = 1`."]},{"cell_type":"markdown","metadata":{"tags":["pdf-inline"],"id":"vJGvYM-LFYEZ"},"source":["**Inline Question 2**\n","\n","We can also use other distance metrics such as L1 distance.\n","For pixel values $p_{ij}^{(k)}$ at location $(i,j)$ of some image $I_k$, \n","\n","the mean $\\mu$ across all pixels over all images is $$\\mu=\\frac{1}{nhw}\\sum_{k=1}^n\\sum_{i=1}^{h}\\sum_{j=1}^{w}p_{ij}^{(k)}$$\n","And the pixel-wise mean $\\mu_{ij}$ across all images is \n","$$\\mu_{ij}=\\frac{1}{n}\\sum_{k=1}^np_{ij}^{(k)}.$$\n","The general standard deviation $\\sigma$ and pixel-wise standard deviation $\\sigma_{ij}$ is defined similarly.\n","\n","Which of the following preprocessing steps will not change the performance of a Nearest Neighbor classifier that uses L1 distance? Select all that apply.\n","1. Subtracting the mean $\\mu$ ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu$.)\n","2. Subtracting the per pixel mean $\\mu_{ij}$  ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu_{ij}$.)\n","3. Subtracting the mean $\\mu$ and dividing by the standard deviation $\\sigma$.\n","4. Subtracting the pixel-wise mean $\\mu_{ij}$ and dividing by the pixel-wise standard deviation $\\sigma_{ij}$.\n","5. Rotating the coordinate axes of the data.\n","\n","$\\color{blue}{\\textit Your Answer:}$\n","\n","\n","$\\color{blue}{\\textit Your Explanation:}$\n"]},{"cell_type":"code","metadata":{"tags":["pdf-ignore-input"],"id":"ecO0NNDMFYEZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618301837906,"user_tz":-480,"elapsed":29485,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"110c6a56-d91e-4f77-f90c-e78dbcbe3147"},"source":["# Now lets speed up distance matrix computation by using partial vectorization\n","# with one loop. Implement the function compute_distances_one_loop and run the\n","# code below:\n","dists_one = classifier.compute_distances_one_loop(X_test)\n","\n","# To ensure that our vectorized implementation is correct, we make sure that it\n","# agrees with the naive implementation. There are many ways to decide whether\n","# two matrices are similar; one of the simplest is the Frobenius norm. In case\n","# you haven't seen it before, the Frobenius norm of two matrices is the square\n","# root of the squared sum of differences of all elements; in other words, reshape\n","# the matrices into vectors and compute the Euclidean distance between them.\n","difference = np.linalg.norm(dists - dists_one, ord='fro')\n","print('One loop difference was: %f' % (difference, ))\n","if difference < 0.001:\n","    print('Good! The distance matrices are the same')\n","else:\n","    print('Uh-oh! The distance matrices are different')"],"execution_count":23,"outputs":[{"output_type":"stream","text":["One loop difference was: 0.000000\n","Good! The distance matrices are the same\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"scrolled":true,"tags":["pdf-ignore-input"],"id":"VqfcA-nAFYEZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618305420118,"user_tz":-480,"elapsed":1548,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"74c902fd-a473-4483-a070-c25c0c95374b"},"source":["# Now implement the fully vectorized version inside compute_distances_no_loops\n","# and run the code\n","dists_two = classifier.compute_distances_no_loops(X_test)\n","\n","# check that the distance matrix agrees with the one we computed before:\n","difference = np.linalg.norm(dists - dists_two, ord='fro')\n","print('No loop difference was: %f' % (difference, ))\n","if difference < 0.001:\n","    print('Good! The distance matrices are the same')\n","else:\n","    print('Uh-oh! The distance matrices are different')"],"execution_count":40,"outputs":[{"output_type":"stream","text":["No loop difference was: 0.000000\n","Good! The distance matrices are the same\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"no_loop","tags":["pdf-ignore-input"],"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618305651897,"user_tz":-480,"elapsed":77896,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"32f90148-65ce-4031-cf98-b5d614768053"},"source":["# Let's compare how fast the implementations are\n","def time_function(f, *args):\n","    \"\"\"\n","    Call a function f with args and return the time (in seconds) that it took to execute.\n","    \"\"\"\n","    import time\n","    tic = time.time()\n","    f(*args)\n","    toc = time.time()\n","    return toc - tic\n","\n","two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n","print('Two loop version took %f seconds' % two_loop_time)\n","\n","one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n","print('One loop version took %f seconds' % one_loop_time)\n","\n","no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n","print('No loop version took %f seconds' % no_loop_time)\n","\n","# You should see significantly faster performance with the fully vectorized implementation!\n","\n","# NOTE: depending on what machine you're using, \n","# you might not see a speedup when you go from two loops to one loop, \n","# and might even see a slow-down."],"execution_count":41,"outputs":[{"output_type":"stream","text":["Two loop version took 47.994603 seconds\n","One loop version took 28.236512 seconds\n","No loop version took 0.559113 seconds\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"J28qtTfCFYEa"},"source":["### Cross-validation\n","\n","We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation."]},{"cell_type":"code","metadata":{"tags":["code"],"id":"y0qDqoF0FYEa","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618320869661,"user_tz":-480,"elapsed":62434,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"17c4ccf3-651e-4abb-f3c8-7a42424ab305"},"source":["num_folds = 5\n","k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n","\n","X_train_folds = []\n","y_train_folds = []\n","################################################################################\n","# TODO:                                                                        #\n","# Split up the training data into folds. After splitting, X_train_folds and    #\n","# y_train_folds should each be lists of length num_folds, where                #\n","# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n","# Hint: Look up the numpy array_split function.                                #\n","################################################################################\n","# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n","\n","X_train_folds = np.array_split(X_train, num_folds)\n","y_train_folds = np.array_split(y_train, num_folds)\n","\n","# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n","\n","# A dictionary holding the accuracies for different values of k that we find\n","# when running cross-validation. After running cross-validation,\n","# k_to_accuracies[k] should be a list of length num_folds giving the different\n","# accuracy values that we found when using that value of k.\n","\n","k_to_accuracies = {}\n","\n","################################################################################\n","# TODO:                                                                        #\n","# Perform k-fold cross validation to find the best value of k. For each        #\n","# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n","# where in each case you use all but one of the folds as training data and the #\n","# last fold as a validation set. Store the accuracies for all fold and all     #\n","# values of k in the k_to_accuracies dictionary.                               #\n","################################################################################\n","# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n","\n","for k in k_choices:\n","  k_to_accuracies[k] = []\n","  for i in range(num_folds):\n","    X_val = X_train_folds[i]\n","    y_val = y_train_folds[i]\n","    X_tr = np.concatenate([X_train_folds[j] for j in range(num_folds) if j != i])\n","    y_tr = np.concatenate([y_train_folds[j] for j in range(num_folds) if j != i])\n","\n","    classifier.train(X_tr, y_tr)\n","    y_pred = classifier.predict(X_val, k)\n","\n","    pred_correct = np.sum(y_pred == y_val)\n","    accuracy = float(pred_correct) / y_val.shape[0]\n","    k_to_accuracies[k].append(accuracy)\n","\n","# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n","\n","# Print out the computed accuracies\n","for k in sorted(k_to_accuracies):\n","    for accuracy in k_to_accuracies[k]:\n","        print('k = %d, accuracy = %f' % (k, accuracy))\n"],"execution_count":54,"outputs":[{"output_type":"stream","text":["k = 1, accuracy = 0.263000\n","k = 1, accuracy = 0.257000\n","k = 1, accuracy = 0.264000\n","k = 1, accuracy = 0.278000\n","k = 1, accuracy = 0.266000\n","k = 3, accuracy = 0.239000\n","k = 3, accuracy = 0.249000\n","k = 3, accuracy = 0.240000\n","k = 3, accuracy = 0.266000\n","k = 3, accuracy = 0.254000\n","k = 5, accuracy = 0.248000\n","k = 5, accuracy = 0.266000\n","k = 5, accuracy = 0.280000\n","k = 5, accuracy = 0.292000\n","k = 5, accuracy = 0.280000\n","k = 8, accuracy = 0.262000\n","k = 8, accuracy = 0.282000\n","k = 8, accuracy = 0.273000\n","k = 8, accuracy = 0.290000\n","k = 8, accuracy = 0.273000\n","k = 10, accuracy = 0.265000\n","k = 10, accuracy = 0.296000\n","k = 10, accuracy = 0.276000\n","k = 10, accuracy = 0.284000\n","k = 10, accuracy = 0.280000\n","k = 12, accuracy = 0.260000\n","k = 12, accuracy = 0.295000\n","k = 12, accuracy = 0.279000\n","k = 12, accuracy = 0.283000\n","k = 12, accuracy = 0.280000\n","k = 15, accuracy = 0.252000\n","k = 15, accuracy = 0.289000\n","k = 15, accuracy = 0.278000\n","k = 15, accuracy = 0.282000\n","k = 15, accuracy = 0.274000\n","k = 20, accuracy = 0.270000\n","k = 20, accuracy = 0.279000\n","k = 20, accuracy = 0.279000\n","k = 20, accuracy = 0.282000\n","k = 20, accuracy = 0.285000\n","k = 50, accuracy = 0.271000\n","k = 50, accuracy = 0.288000\n","k = 50, accuracy = 0.278000\n","k = 50, accuracy = 0.269000\n","k = 50, accuracy = 0.266000\n","k = 100, accuracy = 0.256000\n","k = 100, accuracy = 0.270000\n","k = 100, accuracy = 0.263000\n","k = 100, accuracy = 0.256000\n","k = 100, accuracy = 0.263000\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"tags":["pdf-ignore-input"],"id":"QD_CyE9zFYEa","colab":{"base_uri":"https://localhost:8080/","height":513},"executionInfo":{"status":"ok","timestamp":1618320897053,"user_tz":-480,"elapsed":1290,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"04fb7bb2-b923-4f7b-c17c-487b46a13e21"},"source":["# plot the raw observations\n","for k in k_choices:\n","    accuracies = k_to_accuracies[k]\n","    plt.scatter([k] * len(accuracies), accuracies)\n","\n","# plot the trend line with error bars that correspond to standard deviation\n","accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n","accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n","plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n","plt.title('Cross-validation on k')\n","plt.xlabel('k')\n","plt.ylabel('Cross-validation accuracy')\n","plt.show()"],"execution_count":55,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"cross_validation","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1618320951702,"user_tz":-480,"elapsed":1627,"user":{"displayName":"Mingyu Yang","photoUrl":"","userId":"04100620278597188865"}},"outputId":"dc06a40f-b8a1-4ac0-8792-1db12f620b12"},"source":["# Based on the cross-validation results above, choose the best value for k,   \n","# retrain the classifier using all the training data, and test it on the test\n","# data. You should be able to get above 28% accuracy on the test data.\n","best_k = 10\n","\n","classifier = KNearestNeighbor()\n","classifier.train(X_train, y_train)\n","y_test_pred = classifier.predict(X_test, k=best_k)\n","\n","# Compute and display the accuracy\n","num_correct = np.sum(y_test_pred == y_test)\n","accuracy = float(num_correct) / num_test\n","print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"],"execution_count":57,"outputs":[{"output_type":"stream","text":["Got 141 / 500 correct => accuracy: 0.282000\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"tags":["pdf-inline"],"id":"t22zaTTVFYEb"},"source":["**Inline Question 3**\n","\n","Which of the following statements about $k$-Nearest Neighbor ($k$-NN) are true in a classification setting, and for all $k$? Select all that apply.\n","1. The decision boundary of the k-NN classifier is linear.\n","2. The training error of a 1-NN will always be lower than or equal to that of 5-NN.\n","3. The test error of a 1-NN will always be lower than that of a 5-NN.\n","4. The time needed to classify a test example with the k-NN classifier grows with the size of the training set.\n","5. None of the above.\n","\n","$\\color{blue}{\\textit Your Answer:}$\n","\n","\n","$\\color{blue}{\\textit Your Explanation:}$\n","\n"]}]}